{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working with Projections\n",
    "\n",
    "This section of the tutorial discusses [map projections](https://en.wikipedia.org/wiki/Map_projection). If you don't know what a projection is, or are looking to learn more about how they work in `geoplot`, this page is for you!\n",
    "\n",
    "I recommend following along with this tutorial interactively using [Binder](https://mybinder.org/v2/gh/ResidentMario/geoplot/master?filepath=notebooks/tutorials/Working_with_Projections.ipynb).\n",
    "\n",
    "## Projection and unprojection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a914208>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import geoplot as gplt\n",
    "%matplotlib inline\n",
    "\n",
    "# load the example data\n",
    "contiguous_usa = gpd.read_file(gplt.datasets.get_path('contiguous_usa'))\n",
    "gplt.polyplot(contiguous_usa)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This map is an example of an unprojected plot: it reproduces our coordinates as if they were on a flat Cartesian plane. But remember, the Earth is not a flat surface; it's a sphere. This isn't a map of the United States that you'd seen in print anywhere because it badly distorts both of the [two criteria](http://www.geo.hunter.cuny.edu/~jochen/gtech201/lectures/lec6concepts/Map%20coordinate%20systems/How%20to%20choose%20a%20projection.htm) most projections are evaluated on: *shape* and *area*. \n",
    "\n",
    "For sufficiently small areas, the amount of distortion is very small. This map of New York City, for example, is reasonably accurate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d243898>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boroughs = gpd.read_file(gplt.datasets.get_path('nyc_boroughs'))\n",
    "gplt.polyplot(boroughs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But there is a better way: use a **projection**.\n",
    "\n",
    "A projection is a way of mapping points on the surface of the Earth into two dimensions (like a piece of paper or a computer screen). Because moving from three dimensions to two is intrinsically lossy, no projection is perfect, but some will definitely work better in certain case than others.\n",
    "\n",
    "The most common projection used for the contiguous United States is the [Albers Equal Area projection](https://en.wikipedia.org/wiki/Albers_projection). This projection works by wrapping the Earth around a cone, one that's particularly well optimized for locations near the middle of the Northern Hemisphere (and particularly poorly for locations at the poles).\n",
    "\n",
    "To add a projection to a map in `geoplot`, pass a `geoplot.crs` object to the `projection` parameter on the plot. For instance, here's what we get when we try `Albers` out on the contiguous United States:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x11dd02cc0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geoplot.crs as gcrs\n",
    "gplt.polyplot(contiguous_usa, projection=gcrs.AlbersEqualArea())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For a list of projections implemented in `geoplot`, refer to [the projections reference](https://scitools.org.uk/cartopy/docs/latest/crs/projections.html) in the `cartopy` documentation (`cartopy` is the library `geoplot` relies on for its projections)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stacking projected plots\n",
    "\n",
    "A key feature of `geoplot` is the ability to stack plots on top of one another."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x11da21c50>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cities = gpd.read_file(gplt.datasets.get_path('usa_cities'))\n",
    "ax = gplt.polyplot(\n",
    "    contiguous_usa, \n",
    "    projection=gcrs.AlbersEqualArea()\n",
    ")\n",
    "gplt.pointplot(cities, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, `geoplot` will set the [extent](Customizing_Plots.ipynb#extent) (the area covered by the plot) to the [total_bounds](https://geopandas.org/reference.html#geopandas.GeoSeries.total_bounds) of the last plot stacked onto the map.\n",
    "\n",
    "However, suppose that even though we have data for One entire United States (plus Puerto Rico) we actually want to display just data for the contiguous United States. An easy way to get this is setting the `extent` parameter using `total_bounds`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x11da947f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gplt.polyplot(\n",
    "    contiguous_usa, \n",
    "    projection=gcrs.AlbersEqualArea()\n",
    ")\n",
    "gplt.pointplot(cities, ax=ax, extent=contiguous_usa.total_bounds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The section of the tutorial on [Customizing Plots](Customizing_Plots.ipynb#Extent) explains the `extent` parameter in more detail."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Projections on subplots\n",
    "\n",
    "It is possible to compose multiple axes together into a single panel figure in `matplotlib` using the `subplots` feature. This feature is highly useful for creating side-by-side comparisons of your plots, or for stacking your plots together into a single more informative display."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11dc55438>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AxpIu7bRlpGaRhOgvgfNLfnyZfsmzwNK2byAKDZyW7pm3gZ8DB8LnK0sbEflVnyAmfZMIi9r8RFDTMkRg6nBCURtDyOwPqSyrSa/vEZbflyVtbbvHiXMaxyhgSUmrAB8lJaq/MYzIZDE39cns0mtfMhvidxpHl9z+jHiefka4/U0F9GilrQZFsauXiGfBD4nsTlWRZOntaSvJli0I48VwYDdJjwFb2X68kXHa/hfh5rEXsJ+kGW2PbqTNfsbuxG90R7sHUpFWRdYVvRHK68kV3v8fIRyfJwSdidRUHxDK1KT03htpn5cI5WeTOsexQurnv33sty8hoC9N/X8GzNbu81jjdx2axj6szeOYKY1jrwLa+nP6LeZrwji/n663XxTY5iqE4vAK4Uc+c7uvixb83nsDDxGBLNUecwBwLzBHu8eft89/k68C91Z4/yJipeR/wOt0KVCj02tJ8fqQUKBfIlb89qGH7BF9jGOmdD2908d+I1O/R6XXScBG7T6PdXzfD4B9OmAcHxJ+vzX/Zt3a2Tb9Hps2YYxrpHHeUWCbCxAW5veAU4Evtvu3aMFvvSIRlL5IDcesnPSyFVsyxnafpAZO7h5E1Hf392cBDiGW1g4H5un2+fIUmHaMmMmOA47rY7/ZksIymnCveBv4XbvPY43fdT7S5LnN4xCRumYMsFCDbQ1Nyu8hTRhnabLwcBrzzWUP8peBXRpoe1liKe09Yul4SLt/lwLP2xDC6rcbkSLnTSKgpdZr5PCkUC3e7u+UN0O4OjzZw2+1FxEVfgLdUowRadLmKngszwIPVLHfTUk+HEFkgHii3eexju86BtiyA8bxN2LFsG65V9bW40Sp4WaM8+Mko0fSNfExMYk4DhheZ7vzENko3gb+QgRWt/36KPC8lTJqnE1Y+zevo43N0/nZrNnjLeUu7XdI+iXwoe1j2jyO8wircU2pZCQdTeSP/Y7tv1R5zByEcl/ypS3fyv1rJxFCZhJh7Z5Il9V7UtkxVPibsuNK7ZS2rwBX2267u0xarhoNHGX7uAbbMjCvw8e2UCT9i/BJ/4BYQl2RWAo6m1hqO9r2Txtofx5iCW8T2w83PuL2I+kMYDNCmJYCJj6us62dgF8TricD4vz0VyRtDOxte8M2j2MT4Erinq/a9UxRzetu4CTbB1R5zAyE0tOXzIYuOT2BULZKf09iSnldSWaXy/vyv18DVrd9a7XftVlIuh0YZ3v1Btt5FzjVDcRU9NL2t4DLiFWIOYE9CWX1MKIS4ZO2F2+g/WmIFeB/2j6j8RG3H0nfJeJmpgMuJPKwv1ZnWysS9+dP3MTYlrYrMQ2wMHGBtg1JQwmH+5pz99o+VFHj+tfEjdVXX9MRN+PnTVRqtvyQXv6uZcbTPdChexqZtmDbkt4gSlnXTfoNIYLUmsGmxI28LOFa8ZGkLxLuC08Sy2B1Y/tVSf8mgjzbqtwlX/btCIW1NEnrvk1PWNIm9NDMjERWlLkJi+919Sq+ALb/qKiWd6GkZTxlGqRM61iYBv09C+I44IZaFF8A2/dK2hs4jXCrqYZn6cqx2y6ZDc2Tb7XyBLB6Ae0MJWUfKhrbl0s6mahIuL7t65L/95aEEWP3Btv/RNJfidiZtiq/itzpmxDf6YtUltlTE5OsT3tpar7UzrnAM/UqvgC275G0DhFAfkMzjFLQv5XfhYjqaW0h3QwPE0tKVTvcd+Nw4A5FKcb1bd/bQ18HAUsTFZDaljJF0gbE0lWn8DJxHTRCKen+RsDlDbY1BY5Smht0e/ta4HHbyxbUzW1E6rXTCmqvJpIVfidCqbiRCF56ga7lwkllfz9JlCDvacJ3NrCE7bckTSQE8hsNjK0Udb4YEXDzZL1tZRpmIdqs/Eo6l7gOqk1R2Z3fAadI+gQ41HZF2Z9k5f8jLGE7OMontwVJk9rVdwUeIZTIRhlFrEQ2Bdv7E+k0S/yeSBc3n+0PCujiNuDIAtqpm5Qm9DzCN/e3RIxEuawu/X0tyU2vh6a2IDJc/ItwGWmokEkyVixETG42JM594fR35bedgvRCYF7Cobsu3xHbd0r6CnA6cIOk0wj/trWIoL23iECQz6vZ1ZCipxl0WnaBZ4nZc93YfiG5rvw1PdAuBvZ3k7IKpIwkCxG/c1HcDvyiwPaqRlHN6Cwiu8VafbkWpOj+y2y/1MPnb9FlzR9HBIvUvFybIsL3TttdxD31VK3tZAplISJYsy1I2o6w5q1nu65JUFpxWgj4EXBCWu1YnljZmYpYrfiQcG8SYaHss6hGkzGRyaATuJdeqqLWwP7EJGQ7YsK9l3vJ9dsIaXK/DXB4QYovxLNrpKT5bL9cUJtVIWkUYXjbkXBDuqKP/Wcmyg73JLNfhMh+JGk04SpS77i2J1ZVxhBuoX+tp61q6JdFLtKPMYQI9mkXmwB/qnXprDu2HyEiTMcSP/qihI/WJcCLRC36XQnLL4T/WLsYR+dUeIOw/E/faCO2v0dYgI8jckW/lfyrm8HJRCGNPvMJ18DTwDSS5i2wzT6RtDURNf8wsFKVPrXjifLN3dtaO+Xa/A5dAu9TQqmudjzDUjtnE+dkHmA125vavrmNk8ZMsDBtXK0jHqZPUEVe2N6w/WqyDN5CKBELEW48fyaKG3xCuLPNRFjPFuyhqVbSbgW8xEPEhKAhHLnWZyICJRcGnknW9mawJzHmhmJLykmy6DYiZWfLkLQsMQH5EpF2sFfFNzGaWIHr3tYskp4gVkzvS2+/B1RdiEnBMpKOJYKTtyAMFsvbvthNTOfZXy2/CwHPtflh9ldgL0l32/5jIw3ZnpgsVSPSMnlFYgJak+9X0Yyns5TfocTDpWGSX9ERko4klLmXJZ0E/LSoGzD5F69NzLgLI1mjbge+TjyAm0q6Vk8lcq1uavuuKo8TcQ0tzZQuJkcTvsCLlE0MPqaPyV46p6sBWwPfItwt/gIsZvvNasaVaT5pKXNB4gHXLs4CTiSuvboLGZSwvbqkkX3I7Hdpf5yEieISnUBhOkdanTsHOEfSWcDVkq4grJlF3vs/Af7ehHiBksy+pOB2p0DSCOBgIj3gD4ELa9CfPiLya3dnf2Jlbg3bpUIwb9NHHE56DixFyOytiVWJS4G1neoztIJ+afml/S4P2N6BuCiqtkz10Z57E6IdQqdZfkdQ8GQg/Q5LESlp9gY+TtG5RbAVMMn2RQW1V05LrAgp8PIGYnl32WoV38QoInhiMv/H5AqxLJEusNwi/gEwhQVe0tySvifpUsI16DhCHnzV9kq2j8uKb8cxJ5Gdp+7gxUaxfRpR3nb2AtvsdJkNneX2MKoZjTpKGH+LyCX9uqJ4UcOk2J75iTiGommVzBYxSVgFWM72BTUaDhcmXEu6813gpjLFFyI+Y4rVWEnTS9pc0pnEBPgqYjViOyJd6UGtVHyh/1p+F6Mzooanp83Rmi1mXLsH0I1hNMmqklLo/CIFXX2ZSHHUKNsSy/HN4DbqD7wsVUJcl1BOK5WhLv29OXC77R/U2oftMYqy2HswebT8jcD7aSmznHeJ/NilMW4F/Izwtf83EYixfyORxZmW0Skye3GqK0c/kOgk5bdpFmjbVwJXSnqZqOp6bQHNbguMbZJidh+wqKTpXGNpb/jcR3YdYjLXU5VUgCWJCrbfsD2mjnE+S6SePLis7yMIw1/3UtWvUObTLWlpogz1ckSlt2vT/0+02w2t3ym/aflsezqnXnQ7/Y5bTae5PRwATJ0C1bpTKWULVBYS5ZSXRC3l11yVYpTf+QlB0gw+JZTCmpF0JaH4XkconNBzidNHaMwKMpGwqB+Q+l6IsNZUWip7nxQYKGk9IpvFd4CbbfeUKi3TmewAVONf2GyGEAFpg4lOcnv4A0CVMptuf0PfMrtUnGL5gsa7NF0ysWhEGJRmJ1aRqz8wUu6dThRhKfejd4XXCcAWdSq+EK4M63dT0n9EBAB2T0P2Osm6L2kBoqLfkcCGzQoir5d+p/wSPpOf0uZ60So54A6uIJpOs/xOTQSWPMzkLjxDCEV9PKFsjWfyYh8lxba8GAjE/TCibBtOLKn/gqg81SjDad45/DHhz1gPswHn296jwPH0xEGEf2+JzYFPe7CsfAIsoUigfjIhwG9rwRgzBZJWFTYHDmz3WAiFo90+uK2mk5Tf5QhDwm+oLLPL5XXp/+4yu6TQTSJk9khCtpZeNwF27ssfu0pG0XNO8kbZFbjNdj1BoDMSVU7XaIEOsinx3PoUPo/5mIr4DbszBhgl6QCiQuevbf+uyeOri/6o/O4NnN4BSmd/9ZduhPGE3n9lC/p6CDiijyCDZ4m0RT9p1iAk7UUoYUXwKpUDBxpC0uJExpBd62xiO+BuSXs3IaijO7MSmU1KrEbP1vCd0ucXkhXf/sz3gKtsd0KhhcGo/Ao4RNLOTe7nLaIq1/u97PM3YNtm5j2WND/wWUH+2E8QcqhQUpzDT6g/8PJYItPFYsQYm8mcEIH56f8NgTGV0r45CoT8nnAtOtF2JQW5I+hXyq+kko/Jdu0eC50zk24lpRlwIUF+fbAucLCkF4jZ91Diev2QELCXE7PPO5s8jnuBfSTN1WhaO6Ie/dYFjOlzJE1LKIfH1BNMlFK6fZuw/k5Hk6omlTELMEzS94nsDusCd0laly7r/EQik8RhhLJ8cfLny/QzkpvaXkRwTCcwGJVfiPu72c/7rwG7pJSFYwn5PJQ432cSQcQz0UDRmiq5kcihu5LtRt3VbgeKCngGPl81Ph24yz0Uturj+KmJQiGjCGNKs5XfOQBL2oWQ2QcBn6SgwvIV1emBU4iEBC/RGSs9PdKvlF/iR3ifMK23m/527opgEoDtKfK0Fk0SEN+ha8nlTUKgLgf8RdI44uZvts/1YURqstck3UzM1isxqezVxJhLQqH0/gvAzEUNLKX5ugh4gMpLUD0dN5wI5Pg2YVm9Avi67WYrvhC/3/R0LXuOItL9/KM0vPRqIv3NmtTvzpFpP8OJCcwr7R5IYjAqvxOJanTNyDIzGZJWI+T2HMSKzjjCcngIkRNZhBGgadh+IMnqOyW9SSiKPaXE7O5KUXK5KH32AfE4mqeCf2u9/JjwSe4eLNYj6Xm4HiGztyTcPvcmqqo1m9XT6ymEzJ6KOEdXlYZX9novUQ3uH7Y7qbLgFPQ3Be5eYgl6LSLau530t3NXBC27mJNby0Vpm4yk9J1PCNndgZozD9QwjrHA3Clq9UFC6PT18KwUXFf6v0h3nSMJq8S3e3MDSpaCJYisFUsTVrg5CGvMfPVEGjfAMsCPbVel0Ep6mM6rLJipEttjJV1A3KeHtXs8DE7lF1oUqJzSXt1U4aNdJP2QWA5fQtJstt9u4jhWV5Q2f4/IhFNScHuiJ5ld4kuE21pDSNoI+D9g5d5W6pKBYkFCSV6YWO1ejCjPvmSBing1fBe4wfZa1ews6XTCQtzR9Cu/1fSAP4NI1NxusvLbJmxPtP1dIqXKyGRtaHafDxEz70lExoNpbA/rYRuatiHlGzFzfquI8Uhahqi1/h3b47p9NkTSppKulvQSEa18D1Ej/QPgm4RF5p+tVHwlrURYDU6v4bDniPOOpNklzdSMsWWayhnAbinRfrsZjMqv6YBnve0Tkxx8m5i4N7u/McSE/wNixXjpOmT28sT5u6XR8aQc6b8FdqykvEpaXtKfJD1FZH94lDD+zEwEjz0B3NdKxbesIEUtMvt5YL1UvW1EyvrQcaj9cWO1kXwc32LymUWlL1HLe6NSe5VmfT29NxSYgbipKrXf29+jmDzop680XKW/ZwTmbfGsr2sQ0oxEPtaOSXcm6SEixdfsLQjWQtIXgWeArWzXVHdc0qNEZcLNGhzDcEIwXmL7sLL3S0nDDyQic08ifNZeBM4lShAvlvb9lFDki8w+8Qawge0Xexj3xYS7RYnylHIly8yQ9HqF7W0lLQzcBaxAuD8sD6xZZ4R0pk1IeoSIFSjdo0XI7HHEdVNphWWKIaTXmYnVw9J135Oc7v7/CGIFovReb3lVy/+egSje0rSg3L5IacX2doOVSItC0smE9XNZ24+0oL9pCNn0N9vb13jsaUSwba+VJqts68/AbLbXKHtPRK7eHwOLEgaSa4hJ/1rA5bZHpn0fJFbwiiwUMwZFJGhXAAAgAElEQVTYxXbFnMiS1mTycuDdU4GW0oEaeNH2Iuk59CDh6rIgMdHZ2vbVBY67Yfqd9dL2x5L+B/yH8C0pCZnymW3398qFUvf9hgM/pSvxebnAm9TtvXLLZyl9zCepzfI+K/1dnq/wCMLncSxTXkzlfXXPX3gi7bW+doTltxsrELPkPaltdlovpRrnVVc2U9RTv4RYOptd0jPEw7f77yu6rs9hxDX+HDHRIn0+iviucwF7SHovjWV1YF8i7ds+xDLV59dyKTVfGWsDK1f7HapkZ+A5SSvafqDC5zMRFuj1CKv9dES6umnS68GEsLwE+IGkhWw/J+lE4Fbi+88NrE9rfutMcdxOVHa6mcoysRo5Xv7eocD1wP3p/+4yuic5PpJQHvqS093zzR5CBNfeypQyGyaX3+XbkRSXLaYROsZgYXu/FOB6PGlVp8lMTTyrH6r2gFRA4hbC6jkxyezxTBnbUX6dDCGKGN1Il26l1Pf6RIW18ZKOI+IsvkiUGh5KpNS8pHwVLwWLlrMJUSW0SFYF/inpANsnVfh8UeL5Oh9dMnsqumT2GkTO322ByyR9K2V82BO4kojVmRrYj8j52zH0O8svgKRbgYNtF7EUMRWRZ7RlwkGSgelrXXJOx83pNpVuTVb3jzrJ8guQMkK8ZPubTWp/FkJZXJNI23SR7Z1rOP40IuL9MuLBWyrxOYSuB6+Y/OG5BSEUP2byB+xEIpJ2DcIHbH/CJ+xJIrVMRQEv6XxgBduLVzvuekhWpksJa4K7fXYP8JbtjXo49jxCIf8K8BqxGrNv+ngXIsUOhMXoweJHn2kWko4lZMcxBbX3MbCv7XOKaK+K/t4jMqrUVB1O0tvAb2w3fZm/lzG09FxVg6RLCIVwpmakLU3WxzUIo8BuxArtl6rtK7lo3UXIsnF0yepyeV2yeJbk9jdJZbyZ3FA0kZDj3yJc0PYngnzfISbx11Qal6RNgL+WLL/NQtL9hIK6lO3x3T47mpDlc/Zw7AZE+rqR6XUjYBvCsLdJ+nt6YE93WL7ffmf5TXxK/FiDkWz5nZKDgIsKjsgFPld83ySiW98CzrL9f3U09bLtqtOcpSWu52xv2ctu99A5KaRKHEnkoNxRUQLzyDLBPgOpvHOyasxHpGCanXBd+SZh+X2bqBT0DlEZbDhh4TsFuKPFAXqZYhisMrs0qW03HWWwIGT2t4hVqtOa0P7zRFDve4TFfts6lOyJtrfte7dA0gnANrb7qrS5f43jaDY/IFwbxiXXtN3cVY1tTrqKW4iQ1XOm17mJssfDCWPFRCLz0LbEvf4sYbS41Xaz09vVTH9Vfj9jcApSgLWSFaJUweyzsr/Hpa2a6PhqAiC671PyPZqvj+MmtdIv2fYlkk4iosl3L7j5WYjzcEi1GQoKoujMEK16+P2PGPe9xFLxjyQdRizzfYnI8XsmUfFrFGElKVmzLwceA/7uziiIkCmOzwi3l8HIoikn6jgml9HjCAtZSX73db9XG7TWfT8Bs1Qht9/obvlrFrZfkPQvwve3GcrvdITr1zp1Hl9PgGDJElwUrZLZ7xHX4iuE//FoSX8iUqltC0ydDBnbEcaKD4jr9QNCaT6EcFV7oRlW/GbR75TfNPtYmljmHWy8BvyRKf3RKvnONZOX+tpB0s9bvNR3D+H/WzTPETd5UbXiq6Vo5ZcmtDcZKRDvEuBc299P/59M+KqXqiTNT1gDXiX8k8cSFppvAnfaPreZY8y0ja8Q/r79mXpk6/3E0u+2tFdm/yptvXEb4ZfaKq4ATm1S2w/RFZ/RKprxO7ZCmbyFcMtY2LYl7Q38msixXzIyHkKsxD1AuJDMCixLVHr7egvGWDj9Tvkl/BuH0/+V35pnltVEnEq6D3il0YwCjSDpWZpQxrcPpgGGSFqs7L3uAY8ln61h6b1haRtOWCGnSq+jiETs9wB/Tv9/v8nj707Ryu9sND/d0cGEe8gPAGyPl/QDoorbrMDvCIV3emBF4KvEub2LsNrnKm4DkGSwWJvOyPNbL3Xdi7bX7WsfSb8CdrA9dz19FEHyt/9ai7udkagcVo3MHkJXlc8hhMwul9ejgNG2r1SUpP8GIWNaSdEyey6aPDGS9GXid9ioZLW1fYak5Yn4luMIF7SJRIGirxKGoPuJFIb/aeb4mkl/VH7XAv7Tn8zrbaAT/Lta7ed2DXGjPkF1KZO6pzgqT90yiZjxltLp7ejG6sTX83sU5iuYlI91KSjHcC9MIGTK4kCprOjphBB/lPDrnYfwx7uMSO/zfL6XBzxLEBai59s9kEyPFL1kXw0XAifQuMwuvY5KwX3TAb+2fV8DY6vHUDCUYp97JxKZIpqNCKX2GgBJOxCK72NEnuQliGfHHcRK3qO2J1Ruqv/QH5XfrxIPz0xlOkGRaIfyfRIR1TsPsIztZxtpTNI2xBL+4bb/UsD4av1dikzGXxKgReaHnALbx6QURrdK2jTljrySWD47yvY/em8hM0BZCXhekvJEpyKD8pzYfjNlodkO2M72JY20J2kRYpL9kO2DihhjjQyhWOV3eIFtVcT2Y8mf9+fp/jyMsOreA9zYzvzUzaY/Kr+nAP+S9KDtvExamXZbfocBa0s6pcX9/ouYsd6dMj+MaaCtW9PrCY0Pqy6KFKQ/Tq+NWK+r5U9E7sgdgGsJP89pKaBCUqbfciWRsu4YSYdkBbgi7ZbZQ4AvtEFmv08EyV6Ynul1uzPaflrSBOAPhY2uNoZS0EQmuYIMJ1bTms01RAaKHYDDkkI8kcmLWww4+p3ya/shRX3sf0oaZ/uf7R5Th9EJD5YRRJaEzdvQd8kZ/0NJV/WRKqw3XiMEzyZEiclWU6Tl9/8RwQpDFCU2e6KkbJf8okuvpc/Kt5IfHkSRmHUJYb0w8fDZM322DnC37Q8K+SaZfoft9yWtQxSlGAv8or0jqptm+cx3gsyeKm3tkNkQhRQel/Q0sHgDE6TXiXzs7SiCU5jyS6xkjiYyLVQrs8vldulancDkMru072aEwjuBSCBwS3oPSbMTrg43FfRdOpJ+p/wC2L5P0neJOtlZ+Z2SdlsRPgGutr1rOzpPPq73E0nU6yJFvV4BnC3pNvdQsreJFOKDl9w3ZgOOIpTUDxttsxceBr5cst6kKkn7A0W4jWT6MbbfkbQ28LSkMzsx72cb6QTl90PgaduLtmsAkg4l5NSMhBGjHo4EzpG0eRtWhouS2QsQRoNjaL7M/hDYzPbfy947ELi2wTiXjqfZ0d/N5GZgvlShrT8ykK0I5bPMlpOsBjMS5a8bYRsiGOMpSbs10E49k5Eh1Gn5lTSTpOMk/Q24GDjD9s9sq3wjAhgeI77jJCKZ+Xgi3+Nlqf/jux/XrY0V6Ao6uRB4Ko2hlPbsTWKSmhnk2H6LNEFq91g6jFKZ3HaPod36wJeJfLOj623A9nlE+rTLJJ1eoax7tdRzLoZRv8yWpJ9J+gNRCOhhwgVhSDd5eziRevNmJs8T/T7hXvQREWw8rA+5PYGIAbkfuK5sHAcRlTTrKeTUr2j3xV43KRn3s0RkeWZysiCFnYFFJF0tqa6CKEmJXh44GzhTUr2WhNWBZ2o8ZigwfR9LXlMgaR4ih+4eRF327W3v08Pu0xIPnHeALWxPQ/jszktUXxpPFKmYwmVB0tD05yvEb/0Xok79jZI2Bs4l3CC2t12U+0am//MoWfntTqcYLNr93CgZGB6S9JV6G7H9A6LY0c7UbwD5LrVbn4cBIyTNVkd/z9DlPnai7eV6cf2YgUglegDhqrIeUUBmM8KAsRIwQdJk6UbLZDaEbL+a0J8elLRfyu+7G7DOYCgy1G4FpVEeBZYqoqGU724g0AmCtO3Kr+2biOC3DYjZcr3tOCmP3wU2kbSNpIVqbGZOav9d5gG2InyXb06W1F6RdAlRgOQzYAbbi9nuzV/5G8A3bH/T9lWSTiPyGR9KCNKniYfI9JLel3SjpNkkzQi8K2kVutKnnU5UAPwrYYGYF/i27XE1fu/MwOYxCpLZRMXAVtJu5bCZTKTN3y+V1F2NUOzOa7Ctswm5O3dS7FatsYnF+t5lCpYjyrO/Jemlap4TkvaXNJqIlZjT9hf6yFRxOLCe7QVsnwbsSAQW/5fw032OkN8Az0m6N8lpgJsllbI3jCOsvtMSQd1HEnna17b9Wg3fud/S35XfS4Cjko9MXaSMADcBD0v6eUHjajftFtJtdXsoYfuPwItEAYxGuYoQGBcSbhC1CMeLiGo4vSJpurT0dQFhNT2XEKhfBl6VtEtPy3gpCHQr4iF2bjUBI7Y/sn27pLUlfULM+newfYztv9te2vbvCQH5EPFg2h3YlbA+LJb6MREgeA5REvMAYNMGs21kBibXAptJWq/Bdk4BfiLp790sWv2RTrC6doLrBbbvBP5BTKQbbesjoljRicBNkvbs45ByDiQCp3sluSvsL+k4YCFiNXpW4F3gSUlH9eSaKWkkkZse4DHbfVqakzHmOkmzSHqFeEb81vbatp+0/Q3bxxDP38OIlcsLJH0V+DpdK+WfETL8+4Rv8S8Ii+//+hrDQKHtCkoj2P4bUYbvOklzNNDO6kRgzs8lPSBphoKG2A46wfLbEcpvom7f2XJsj7E9FZHFYihQVTWmpKzuRPjX9sVfCYG1NiHUDrb9AGFFfYDwnR0vaYKkDyRZ0otJuO4KvGR7hO0DqhjXqpKuUlTy+QcxSVjE9oUVdh9G5Nd+FfglIUDfpat86CRgSeJe/JjIs9nMII1MP8X2c8AWxAO57opitg8lSmKvRlja+pxcNkgnyNVm0nbLbxnDKOh8217S9hDCtWuFGg79LZE5oi/2IZTr3QgDyfdsv2t7WaKi5b7Ax5ImShotaZKksckqvCEg2zPaXrKvjpLCe42kNYiqmNMBa9jer/u+ySixA2GwWY8pZfanwHyE4e/PwFSNpJnrj3SKglI3tk8lLGvXNKK02v4NcWHMCrwhqV0pX4qgE4RYp1hjikwZBrEc96bt66vc//Y0hm/3tIOkqZLLwlrA3rbntP1922/C54r3eoSw24JwSTiKUDinIQTZ5sCx1QwoKeSXEGnc7iX8dr/cS0aLg4jyoW8Siu6VxCSgJLBfB64A3iAeMKOqGUdmcGL7NmK59kpJfT70e2nnViKTyUPAvZKOKmiIraYTFOu2u6qVUYjBooSiYtnMxLJ+NfsfTVhMe9QBksV3X+A3wHlJgf12uiYBsP3/bE9PuN6tTrgXLA/cR7gnXE4EFlfLOUQGo+sJg8gXk3tfpfEtRsR8vEE8i68mZPYykkYQAXU7pM/3Ie6jQUW/THVWgcOJH/YqRWWpunKK2n5B0heIAKfLJf0F2LaaJeQ6GMjZHqBzxjGEYhOFL0gEE0yXltV6JC2zrUi4B4zv9pkIhfFPRE7H2YCtbV/eU3uO1DOllDRXp3ZWIgTpiO599MJVxJLXnMBo953S5kTCSrAFMIao/gOwiqTz0vf7RNLJhIWh39Z7z7QG29dI2g+4VtJatp+qs52xwJrpXjs1GS1Ws/1ukeNtAZ1gsOgUmT2MYiulLUMo07MDb/e2YwoSO5iw4N5d4fPjiFSeiwNbAif1tdJmu5RNoVTo5+uSxqU+Kq20VRrXnsDGhLX4emBcb3qJ7ScVBUu+BTyStncJPelmYBvbm0vaCjiecH0YVHTKTK8h0kXwA2I2c19ayq27LdvfJ6IuNwZer9G/sxPoBEHaKYhihfpaxH3zvqQrevLBTfyUWG7bXNLdKfDiWknvEgrrZsTMf3Zgnt4U3154lUh3c3w1O0s6CdgI2Mn2m1Uovth+2/b2RPq4nxG+bW+ldgQ8k3yG1yaEar+v+55pPrYvJu6RWxV52xtp60ziupwWeC091ItmoBssOoVC8uWW8SOiYucjkh7tY4X4eEJRniUF+J6atnclPZTaOoyIr1i3GhezHngeqKp0sCJX+2+A821fY3tslTEd+xHBg1unt0YSMRl/Ae5Jz6GzgM1Lq4yDiQGh/ALYnmT7/wGHADeovnQj5e39h1BK/gc8JumQAoaZaT2FWn6TRWlewsd2fWJyNMW1psjOMA8wB3AEsfR0IuE7eykRcLAoYUFYqJpghx7GU1J895K0cm/7JqvYvsB3bNey3Fbqa7zt4wgr8LXAV23vRLh0zAcsZbvuHJ2ZwYcjL+s6wLGSNmywrZeJlZlzgUslXTkAguEGI4W6PSSD1lrAGsD0hFtjTwWQViEsz0cTsvt7hFvAxYQM355woVi6Bte3SmwDLClp/952Sor6hcAfbO9cayfpu19mexkiFeW6tk8gfOVXBGZJcSWDjoHi9vA5tv8s6WyixG6jbX0CfC1doMdJ2pRwMO/kKPaOiNql2GWrRhAFjyXNus+TdDXwAuET+7kFIFmDz03/Tl26XiSpGS40tn8qaTngDkkP2F6u/PO0lLct4Wf5lu1LG+xvkqSXCCsbtm9vpL3M4Mb2g5IeI3zaG23LwJ6SLiYCOV+XtIrtpxttu4l0iqzsFIq2/AKR/jLJwkeJ+Ihryz+XtC7hCrZtSUaWVvYqyO16K9CVxvKQpAOAEyUdAcxavgqXlN4tidW1Ibb3bqS/xIt0yewnCmivXzNgLL/dOJ8qndurwfZJRHDPQkRk8Sp9HJLpLJpSZMH220QQ2FyK/LcLpI+eI5bFLi2fKDXJd7wU3FDKPrGspD9I+q+kRyQ9QCjohxPp03YpqNuPSYI0kymAC4CDirLUpkCg2Ynl5cdTcFKn0ikGi06hcINFiSSD7wdmlDRc0rIpeO0CQhl+gIiJ+Hz/ZshtSTMBpZW6aYH/SDpf0rOSbiGU67OJAOKfFtTtxxST9nNAMOAsv4mfEgLv7KJM+smBfC4iSOlmSSfYPrCBJreXNIZQSIambVh6rTQp6S4MnN4rbSaUvDmJG3uvKsZQflNPqvBeT/12Zzjhd1rK+ToDsICk7ej6LpW+U3eBP6SHz3p6v1K73T+fiuZaVv5DpLn5DoCkz4jzcYztpueNlnQVkbXhKWLJdx0iHdlrRHDHp8Bx7r3YRT18Anyh4DYzg5eLiRzSexIFUxomTTxXlnQocFJy+1mvhsDQcgQsL2l3umT1sLK/q5HZEDK6u+z+KjBVlTIbumTwpArvVeq7Gpm9KDBNh8js+YkSvs3ifMJ9oVSAZyJxLu623avrWBGkleQTiQC0jQkDymWE/H6QcM34GfEMKVLx/oRssPgcNckY1XYk7UokcF7FdqHKj6Sdgd8TCseqtfprSjKhlJQEYflW7VhFl9Ao/3uG1O4nVRxfzXvVHDM18X1KlKJ1q/kuvV2APX3W10Vb/vn0wLG2m+KznXx7jyMCLnckUuUtSaQs6zOYrIF+1yCuwQWBjWxf28chRfe/JpF54noiYCKXMM40hCLt2fVE2r1eo/LraHtZogrWEGAt2/fVePyHRMDQOLqMDd23Ppspey2X2dOn116zx3Rro6/3+vpsGiLuoCSjh1B9fEQrZPaDjly5TUHSPsBpxDVxGrAdcKDtF5rY51yEkrsy8Gv3XsmtGf3PCjxBpLbczPZLrey/0xjIyu8QorDAb1NQRdHtz0fkcJ0V+Jbta2o41kR0f+FlBCXdCnxqe92i2+6hvxWBO2x35CqCpHeAPxLpxMYTD6/SVhL8k+qdYSefsAMIBXhVl+V5lHQZYVF5nnjYTJ0+mli2TSDSh31IPPxGpXGNBt5L20QiyGJmIkPEFwmL0ztE7seXUhuTiAfHDMSDbQwxKfmUmAx9nF4/ocsVpHySUv53aSm2u4VrWHp/SOrrHCLDQzVFPDKZXpF0IlGauyj3nPK2hwPXEIFPh9s+ooZj3wJOq+WYGto+FNjPdstyrUqaAKxeLq86BUn/BmYi0nSVy+vxdCnnk6B+VzJJGxB5ds8t96dVVHn9LhHoPpSQ20NSfxPT63jCUvxh2kry8QO6ZPanRHacWYgguq8Sk6eJhOX5PkI+TyCeC7Omdj9N73+S/v6YLrldWrHoLrNLr6VzUWllorSiPAL4OXC97V/Wc+4GCgNW+QWQtAIR9LB4vdH0fbQvIk/rdoQSsFs1N2NSfhdwz0UFGhlTO5Tfu6nPr/ZjYKZm+cICSPqALstKI0wiBFVJ8J1j+0BJjxLlh0v7wORC6D5C6HxMl3V8CJO7ukxFCMBRqQ+l90YSwmpI6nMs4cc4lBCGY8raGZqOG08ov6UKa6XPSpadkuLaGyVrUfnv0v03Kv+OP7d9ZB9tZjJ9Iml6wjr17WZNqJLV7xTCv3P1FNjc1zFvAmfaPqwJ42mH8luS17XK3knEOWtakGvyeS0irqaksJaMHvfbXkvSsUSQMkxpuR9KrOiWDAclQ8HQbttIQmZPTZfiOSq9PzLtU1LapyHcDcYTCnJJHpdeJxDPqHFMLtOHMLncrtbC35PcLv+OUwRGDzY60lpXFLbvlXQlcCTwf01o38AOkq4gfNZWl/S1Skt2kmYhFJk30lsDJQVPaRb6zTqOvY2C09pU4GngHdsb9LVjKbK3G8MIhXPOtM1B+NR+T9IxwBJEpZyHmHyGPYwoIPF4EV+iLxQljlcmrBkG5nUfRTgK6ncXYNVm95MZHNj+UNKPgdMlreQm5Iy2fbqkfxG5X9+UtJ6j6txkSJqGKD7zIl339kBhEuGq9WCNx10HLEesejaLm4FFbc/e1449yOwhhNV1bmAuQmbvRRRDGUr4ll9EyPGSv3bJEDHBFYpbNIM09iWIvLvTE7nXL2lBv4uSiiQNZga08ps4lCh88bDts5rRge3LJc0L3Am8LGlL259fXMnf7D5idjaGmOG93IyxtIt6LAGV5Vbh3EOki+mTHizQ44lCEq/C55V2ZiOicV8APrJ9QSEjrZE0oTqHCDxbkhDgdwHrt0LxTTxL5MLMZIriImLp+WxJ3ys6ZgPA9rPJB/NvRADz0RUCVN8mVmDGEta8fxQ9jjbzWK1yO7lLNJur6bLM9koPMnsiEUz2LlHYYhZihXYCMZGZmYjJaGZQXUWS8n0iYSxamEjv9w6wYDP9jbvxAjCfpOF1Bn8OCAZqqrPPcRQlWAv4maQdm9jP24Qv5sXA3yWdUfZxSWAsRxQk2GQwX3Qt5jrCYlsUFxJVcW4mZuv39L57c0gBb68SlQhnBPa1PcT211os1J8lrvtMphCSQrMVsABwRg/WvUL6sb0pYRU8RNJdaQWlhIjMQfsBP7B9ZzPGkZmCOwjD6BJFNJZ0gGMI2T0nYbBoh+I7P6F47pPGcT5Rln62Fiq+pcJIrxFZNQYtg8Hyi+3nJK0DXC9prBtM8t9LPyaWw/8BXJwUlK/bfiT5WM3YivRXmcn4FzBC0mxFRJDb/ihZfz8kfAb7dKcogqQArA+sDqwHfIWoFb9xC628lXgdmF7SdG0eR2YAYftTSRsTk9eTJO3frNgA22dJupEuN4g1bd9LUhBsH92MfjOVse0Uq7EJUIjbmO1DJd1DBBK3LE9/ijtalyj9/k0iOHnldH21k+cIo8WzbR5H2xjwlt8Stp8klIZTUr7HZvZ1GTGrmpqoM78uEX1fyEw2Uz2OXJ9jqc8nuSeuJSaOq7XQgv8gsey6E7FMtobt1TpA4dyVSJ0zrq8dM5laSNf2BoRP+THNsgCnvp4m/ENvB+5KQWjvMsitY23kNaCwVGeSfkSsvG6fdIGmI+l0Ihj8R8Qq4V62F2q34puC1JcmrNCDlkFh+S2RLLAbAddIes/2zU3s63VFxa9S5ZgxwNcoKIF7piZKWRCKYlEiRU4rAsoWAR6mK4jt9bLPROQW3p1YIi5FHZcyU7xDPMAPa4bATZO6I4gUb03LaZwZvNgena6zG4lr+fgm9jURWF9RDe5EIkNL4VmCMlUhig2EXgF4yi3Khy7pVWIytbntq7p9thqRHrOUbaG8SNVoQm5faPuPTRjXF4ArgV1bNQnoVAaV8gtg+z5FLe2dCL/NZvZlYDtJVxNK8KCvp90mRFjeG28o0uTMD+yV3B/KKU+bI7oEWiUqJcgfwuRJ9EVX+pyPgCeS8cuEn28plc99wCV0pcUppU+bC9gQ2DAt5d7QwFefjFSQ4AJgS9vPFNVuJtMd2+9K2p6Iim+a8lvW328k/Re4l1BEMq1nGLFi1zDJ4LVN+rtSxdLucrtame2ycZbL7CFEusmPgfNTatOSzB6fjnmaUELH0pVJZAThC7wasI6kxWwf3Ni37yKlEbwaOMH234pqt78y6JTfxG3A3n3uVRC2L5K0B1ECN/uPtZ4hTF6Bri4kfZGIQj6JqApUzghC4ZyKUFhXJFLpbNXDeEplrYcT9+F6wKbAL+hKUD6BUNqHE0pxqejEjsSS4B7A2X35Qkq6n/B3L3/bRFnNFWy/2td3T+3MTPivbUCU5dzX9i3VHJvJNMijwBySZrXddIXU9mOSDgcOk6Rm5iLPVGQYxblSXUY887sHvA8jDAvT0CW7/wH8mikDmUvp0Mrl9vTEs+BwQlYPoyuvMIRiW0p9uXzq/0Jg977c5SQdTQRhds96MYawJl/X15dO7YwiXP42JAokXZPGnLE96DbiIn2TiORdHJi+BX0uQcwOt21yP7cC17XwXC4PTKzzWBMpaGYCvk4qutKEMU4Eli+gncuAN6rcdwNgXA1tz5/Ox8gq9j0iXUsPAEtVsf9QwhIxC5Hzcj4i2OFRQrlepZdjRbhV3EYE+f2DmDgu2KprLG95sw2RluxSYuI3a7PkRVl/Iqx3FzS5n0OBt1t8LscTMQu1Hvcu4Ya1CJFXvE95Vef4XgJOKaCdHZL8n6HK/ScR5bWrbX8MsGMV+61JKMivVKsDEGnQSjJ7nvSM+FP6PvtX0d/fk8y+LV1jyzX7nulP26AJeCvHkTh9RaIy19+A1yV9KOkJSad2S3dTVJ+PAycDF0havuj2+yn/RyiJ7xE36BWSpmtCPyIq69R3sDRU0gPA5kSammr4ai19Oqr9jaOKnMSOjCErEa6NWbcAABuGSURBVFWD/l3F/hNtf2D7Xdtv2n7Z9rPAUsQy2E2Sdu1+XMpJeSrxOx0BzG57Y9tn2P5ftd8tkymI7Qil6E/EsvEYSc9LulJRbr5QHFrE1sB3JP2w6Pb7Kd8mrJ5PESnJnkopvIpmOA2u1kn6HVHa/kxXkdosfQ9RW4aJFwmraq/Yvp5wQ3uQ0AHmqOKYj8pk9qu2X7S9I3AgcLykc3v4HjsSubL/TFSS/Ybto23fn67pDIMo20N3bL9k+zu2FyGUiC8QS9SzAHdK2k/SdyR9pYj+UnDSqsTNNbKINnvrrsntF4Lt0x0lPWcnBMg6wIeSPpX0qqS30+tskmZqoKuGlF9i0rIosLAjk0c1LEVXNb9qeZVI79MnjgC25YCZJR1VYz+lNmx7S6IC4lmSTil9lpbL/kysWKxq+1+2C/GbzmTqwfbHtg+0vZTtmYliBesRS9T3SDpE0k6S1igwM8SGhPyYtqD2eqK/yOwbbC9OWN5nJzIavSBpnKTXJb0p6R1Jm0iaqYHfYThhda+LFFS2G5FTv1qDxSrAZzUqiPcQq599Yvtt2xsTE7ir+tq/l3ZOJIwk26Xc1MMhdAxJBxOGijVsn2/7vXr7GegMVp/fyUgX+2hgtKTtgG2JJZ2VgTMlLWq7VkWmO8sRN8kXbT/fYFu90e9mdo78u9cA0yiq8WxCKI8fEEvsrwNDJT0PHEdYH24lcoBOAr4E/D+6fGPnJXxwLwJKAQMf1jM2RRWovYAfurZE5AsTuRRr4X7ColsVjpzDPwR+I2l2YI96Zva2fyHpEeAvklYmrDorElaKDZwzOWQ6ENufAs8AR6c8vVsQbmxrEHKjbgWjjD2APd2k6qCJ/iiz301/zi5pJLGC9w3CDWAtIphrCGHMOJmQyTMQroYLEgG8hxPGpvHpszmAG4iyy8PSPjWTFO5Lgf+4rNJqFaxArELWwtVUjuvojY2BhyXdAazrOrIG2b5WUQTkPuANSZcT1/60RG2B12ptc7ChbAXvnbR08nXiIr/Edq210EvtHAL8KFksmoakW4jZ6zrN7Kesv+WBu203pe59WorahPA1PYdwJxhDWH1K0bUTiPyc7xNK78tEsMEORFDCUCKYbLRrDNCSdDMwt+2aqphJegs4y/ZPazhmF+BU21PX2Nc2xPLenbZXr+XYsjbWA/5JnOcrCMX9NjehtGwm00wk7QD8ilB+r7L9zzrbmYNYvRnhJubzTs+GH9qetVl9VOhzPLC27Zua0PZIYvJxOXAYMSkZSSjDIwiDxRAi5uCZ9N6nwGPAzkTaRoDfE/Lon440dNX2fxChWM9ai2Ip6VpgJttfreGYqYixf8H2yzUctwTwX8JgM089BoaUBvNy4lz+BvgfcKvtT2pta1DSbqfjTt+IG3M1YinhLSK1U61tzEBYHq9qwXhvAf7dwvNTd8Bbg/0OrXK/7Yjls3GEsrxqjf28ARxXx/jGElG5tRwzTRrjPHX0t1L6jk/UceweRCDGGq3+HfOWt6I3YkK8DLA/oVwdSx2BPkRA6estGO8hwDstPkd1Bbw12OfQan4HwgL7ShqjgdNr7Odq4P46xvckkV+31uNGA4fWcdzIpFN8BMxX47ErAm8Tk4wcxFbHNmh9fqvF9jjbNzmCjNYjlpj3rbGZrYk0KlsUPsBBiqu0BNi+0Pa0tkcQgrTWZa0nqSKgoZy07DYCuKuW4xwz9g8I60dN2L6biAheuBYf4OQv9nNgIxeYBziTaRcOHrR9ElFYaHXgT5JGVNtGui+WoUof/EzfOAJv+1xqtn2v7XltDycqvY2psasbgSXq8DeelZD3tfIwdZS5d1h75yCeSZfVON6DgF84go/z8n0dZJ/fGrD9gKRvANdKmtr2L6s89BLgLEKQXtm0AWZ6RNI0hEXolLKk4xD3QKmQxEhCaS0VxRgDzJa2WpgfospfHUMtCdKa80HbflvST4hI4A1tL9fb/pJWIvIV32X7oTrGmsl0NLbfkbQWcDHhztNnNpV03HhJHwD7MmV+2EzrmBnYWNLS6X8Ty/yj0jYibcMImf0Z4QY3Mr1Xi7vKtITrRa38k1BGa8a2k9vaf4F3JS3lXvKuS5qXKPSyLFGoK1Mn2fJbI46gp42AAyT1OXkom83dQSS4zrSHUel1JGGFn5pwMxhKLDu9Qvig3Zq2J4hlpRnTPrWwHPVXJ/onsGSdx5KsXQsBS0tau9I+kmaXdDYxETuNCCDMZAYkjsC4LYGlJH25mmOSL+dvgB1SEG6mPZQqppWKUExNyPAxRCD0k8CdwE2E4eA1QhmGLplfLSOJoONa+SMwQ71pOm3fSSj5Ewn3yimQNDJlcniISPO3pO26s2FksuW3Lmw/J+lFYF9JbxBFGmYue529bCtZDUcCFfPyZVpCyd1hfdcQECBpL+A0SXPYfrPKw75MnZHKxDVyjKSVkitDzdh+UdKzwNmSFigti6XJ2t7Az4hcqYu7ivyXmUx/x/YESZcB+0u6jilldinlYul1JBGM9Ji7MhtkWs9nwG/TpL4qFJU4nyJWWi+q8ph50p8v1jpA26+nVYKfEzl4a8b2WEl/A3aWtG/5M0rShsApRP7hFd3cbFGDhmz5rZ+jCR/gTQhlZySRp/Um4HQiPdY3CT+ivYigq9lSHsqmZnzITElSAE34xdZy3G8J68PqNRz2JaISUs0kBfsB4Ix6ji/jYGBuImKalCf5X4Tf+Wq2D8iKb2aQ8Tvi/t+KCNSdgbhP7yYmnT8iXI7mI4KuRgMfSDpA0oJtGXFmDDEZqRpHAZ+3qS3GZhmiIme9/rO/A/ZqML/0kURg/P3weXGlk4hCQ/va3iwrvsWRLb91YvsKwoesGs6TdCWR3+9bRNDcXUSakivdeA7hTHVMJKrsPF3tAZJmSMetS+SOrIb5qb3ARTlXEimC6sb25ZKOJ1YnfkWkDLoaOLDaYMFMZiBh+0mqD0x6RNKcRJnYLYG7JL1ClDi/3PYTTRpmZnJKaS1rZTxQS4GqpWigqAZwNvBjolBGTek0S6QVu5WAZ9K19wfC1WMF2+83MLZMBbLy2yJsjwYuIEobTgOsTwjVYyU9TpRZvtJ21YpZoyRftsep3ae1nGFE3sb+wAQiEXgtuS3PIpbepij/2wtzEXmH6+Unqd9G+SsRiPEUsLftMwtoM5MZFNgeB1xLBDjvRRRx2BL4t6SPiUnq34iA0ZbJQEn3EKtLExpoZhi1Z1FoBx8TlviqkbQzUVRj7hoOW4TIE18vFxFxIrc20AZErt73CX/mPxByu2k5pgczWfltA8mf5zIivclIoiLRZsANkj4kBGohQlXSxoR7RiVmJJaUbgD+00A39zZwbCv5O3C6pCuq8d9N1dO2BLaocTlsWmLZrWYkDSUC8Q6v5/huPEVMbv6QFd9Mpn5sTyAmzTdJ2o9wm9iMmKTOJunvhMz+r+2GlMpUAGGvXnYpVSI7sYFu3qg3pqDFnEWslO5s+7y+dpa0EFEM6Zc1ZtuZlTqrgCYWBE4sIO3YJCLoeSSwe05j1jxyhbcOQtL/b+/eo6wsrzuOfzdDFYwQWlBJ4wVjCGpULpYoGgQxongDQ1ylETWJciuxaGJA0tilIY1LLtWAiRjjJZiLEbUxmorXsDQxdoGVmhZrQkQdTGJQiaitaGT3j/2MjIdzeeecM3Nm5v191jrLBfOcd54zLJ/Z7/M+e+8e7FhUJxLJF21aVAs7vJnZg8Qd6dMl3nIQke3/d+7+YM0fopNLndduc/e/zzD2BeBn7j61jd+jGbjd3S+oYn5GPLI7yd3va+v7C65zK7Ggn6dFVKR9mNkB7FizhxFlq+4E7s6SLFfY4c3MLiOa1pTqTLcXMJVo/rCo9k/QuaXOa/u6+8EZxv4YOMzdP9TG73EbMNjdh1YcXPz9zxK/Kz5bzftbXWcOUef96FSlRNqJgt9OLC2qpxGL6nBih3YzkYBV6nUCcfd4f7rMeCKwLdnAwMxGEzvRi4CruvNjlnQOdjrw/nIBoZl9nih1tE+5uosl3rsRuCdLgF3i/e8QneiqPjphZscDVwGHu/ub1V5HRLIzswFEKcyJwHHAOiLHoNyafQhwMHGzChFA3+buRctepe/zQeAh4GFgnru3tXlPl5HOwT4GfLhcwpeZDQfWABe4+9Vt/B4/AIa6e6ZSeEXe/xzw02rX/HSNvkTJzaHuvrHa60g2Cn67iHQ+93igL1G1oNTrfUTw23LXuA1YWen4RCoP8y1gILFT2BUeibVZ6tz0GrDU3eeWGbcW6EPUXdxKZH6/zo7zzduB11Ld58L3/gZ42N3PrWJ+lq492t2rPj9mZpcCu7r7/GqvISLVS7WCxxEVJlo31ilcsyFKrrXeJb6rUpJTSsb9GvHk7ovunqmsV1eU8mLeLNe4x8wuJ5qSzCZV6iDW7paz0duBd9x9fZH33ggc5e5Dqpxf5ieKZa5xHNG1bXS115DsFPzKu1LgNYXYMVxEnGHqKslsmZnZo8QiWHKRMbPpxM+gZ3o1Ebs0rfUA9i8MgM3sKeDxluMS6TzgWKLoetZz9hvcfXDGsS3f14iknH8HfgJc6+7qKCjSjZnZSKLRwhpgdndsfmBm/0QcDelXZszBxE54b2K9bmLncq49iIo3iwveey1wfMtxCTO7BPhiulbWtthvA73bWk0n7Vg/D8wE/tLdL2rL+6U6SniTd6VjAD9MweEtwDgzO7M7lVlJAeJQKpQSc/dvU6bigpkdSyQJFjsS8Wfeu2AOIxbRk4jz12/y3h3k7QV/PgBYZ2a/Y0eb5f8ldqx/TyyUzxDdjda3Old4PfDZdA0HZpT7jCLS9bn7mhQALwPWmtlkd6+mTW9nNok4QlJS2tEdUOrrKZn4LWINLrSN91Y9OpCoAz0LuI9Ye1t26lvW69Z/duBFYHNKWv+/9Ho9/f0m4LfABqKF8iZ3dzObQJztdqKk5pxyn1HqR8Gv7CTVGzyGKNy9jEiu6C5mEp2bltV4na3ETvAMokUw8G4XNQd2MzNLNxTDgJeAP7t7c1qEBxLHKp4ucvb4STM7mdgt7pfG9U2v4cSj1D7ETnJTqqv+NrF4P0aUN1sO7EsEyiLSjaUKQp9LT6zuMLOh3eWsv5ntRayhH6/xUtuJdfJzRM3zluu37A7vYmY90tPOqUQ50r9x9+Vp02QAsW4/XSwvxsyOAM4k1uz3E2t0H2AIcCSxfvcmfv+05HZsJ36XjAKuSO+TDqBjD1JSqkf8K2CWu9/b6PnUQ8oGHu3u/etwrWuBs4iSQ6cSdSX7Ebu0PYk7+eeIs2dHE4HpB4kF9GVih/hVop7jzVkyw4vMwYgg9xQiCJ/r7ovMbBGw1d0X1PIZRaRrsWjjvN7dL2n0XOrBzKYAPwR61tqgx8zGAKuJIw2TiRJlA4hdWiOe2D0PPEvk2LyQvrY3sa6/QpSy/C5RQnJDlfPYg0h0vB+4390nmNlE4tjK+Co/nrSBgl8py8xOIBLhhqRal12amV0PfMrda77DNrPBxNGDm4g2whuBl1oWaDPrBwxKr/2Ax4nHX79z97dS4DoGmEYstJMKKzyka0wDRhCF1O/J8u9g0Q9+rruPrfVzikjXYWZ/DfwncKS7/7bR86mVmY0nWrPvVmsN5XS9V4n655em//7R3belr+1GbCYMIsqAPkms2ZvS7jpmdhDR9Ogc4CuFNdRTUvUZRDfXVcCP3P21DPPqBzQDA1rmI+1Hwa9UlGoHL3P3WyuM60+cV90lvZqARzrL47d0vuqnwHyiYH0v4Je1LDRm9iXil8zkGud2InAzcIa7rzazQcT5r3OAe4iOcWcTZ9ZOqFQDMu3aNwOHtrVUm4h0bWb2daCPu59fYdyuRBvgXVq91nmGJkAdwcz6ELutdwELiNr3a2rJQzGzUUR3voG11D9PpUgfAL7h7lel6hvTiIoTzxC71ScCI4GxWXaJzWw18bv29mrnJdko+JWK0uOYS4ggr+iuY6pvuYZ4nP8mkUDQmzgKMA+4tRGNFloluJ0AfIkoKbSZCAy3E20tVxGL4Xbgw0Tr0APS3y8s96jNzMYRd//j6jDXccCPiKMmQ4lORUvdvTl9vQdwI9GVb6JH+9Vy17sWeM7dv17r3ESk6zCzDxCJVQeVCmRT7sFPiDXvJeLG+h3ifO2/AFfWY6e1Gma2H7Fmn04EkFuIHdgtRN7DY8C/Euv4YHas288DF7n7n8pcexfgDXf/izrMc1+iqckm4ibiXqJK0tpWY2YQvwNHV9qIMLOzgE+7+4Ra5yblKfiVilLQdTfRY32Ouz9U8PWeRKD4uLvPK/jaGOBKIiCe1pFZyKkiw4r0vVcRC9Pq1qWAzGwgUZD+VCIZ4jfp1UwsWE3AWe7+XJHrNwHHEEcePlaPQvOpeP0RwAPuvlO7zfSzvi19pjMrBOYjiaodg7tjyToRKS2V65pNbFzcULhWmNkCYv36ROsErrSjuZDoNnq+u9/VgXMeROyYHkBUWbiXOBP7h1ZjdicC408C/dmxZm8gGoycTKzZjxS5fhOxu/0KcIS7P1mHOfcFjgWecPeiCcZmdjGRH3JMudyOdOyiGRjWsukh7UPBr2SSdlBPB5YQyQAriBa+Wy26ph0GTCgWjKXgeRaRZDCi3F15Hec6G/gKMNXdH6jyOk3EnC8CLiMW1zeIRLXPEGXFfk5UX5jj7ktrnny2efUijm9sAGaW2lFPP4d1RAH8qn4GItJ1mdkIolNlfyI34fvuvsnMTge+AYwsszM8FlgJjHf3JzpgrmOIm/UriCdeVd2wm9kpxIbECiK57Q0iWW08sZ7/njg+8aK7H1b7zDPP6woiSD6u3BlgM/smsNndL+2oueWRgl9pk3RG7BTiLvZY4vHTYKIkTNmdz/Q/9R7A37bXEYg0v28SpWVO8zLtMNtwzRFE+bB+RAe93YgdiaXEzskQYElHFpdPZ+EeJh5NrigzbipwIbHL0eUTFkWkbdJN8GiifNdkIhnuUOAkd19T4b1TiC6Xh2dJ2qphfrOI2utn1uNGPZVHW0Akr7Ws2U8B/wzsBUwAlnsHthFOn/MG4G13n15m3BDgF0SbY+VrtBMFv1K1lOA2iUhq+3WG8b2I7mNXu/t17TCfjxBnYl8EzmmvxbqzSDslNwAHFqs7mcYYkZRxt7tf2ZHzE5HOJa3BJwMvu/vqjO+5nigzdk47zKc/cDlwFJHH0OWrU5RjZn8F/JrYjCj5Wc3sq8Ah7v7JDptczij4lQ6VysT8nLir3VSH6xlRJmwOkVW7GFiclzOuZvYg8D13v7HMmI8Q1SJGlDqTJiJSTKoc8wTRXvjuOl3zEGLN/hSRw/CF7r5Z0cLMLgX2cfdzy4zpRezQz3X3OztqbnlS2PdapF25+1PANURCRdUsnEdkNC8G7gD2c/eFeQl8k2eI4xglpV357wElF1sRkWJSfdvzgavSsbKqmdm4dMN+H1GZYYi7T8tL4JtsJKoOlZTKg36ZKJsm7UDBrzTC5cDHU2mvNkulalYQrYVnE7vI1zeqLE+jpETCU4EsOwMvEnWNRUTaxKPD538Bc6u9hpldQNQyvxEY5O4L3P2PdZpiVzIRrdkN17PRE5D8cfc30q7tLWY20d1/mfW9qQvOHcCfgDGVmj10c0cQWcFZkvpeIZJcRESqMQd4xMw2F3Y1KydVzVlCHE87qljZyLwws97AcUDJhLdWtgB7m1mPnD3N7BDa+ZWGcPf7iI5ld6bEray+Q9R0PCPngS9EBnPZRhet3A6clBIuRETaJAWtY4F5aRc3q88TN+pH5znwTVoaa5Ssz97KemLT4hPtN538UvArDePuq4ApwEoz+2il8WY2nMgKvrBcc4ccWQ3saWbDKg1095eIFqGfaec5iUg3lZ4yjQFmm9nZlcanZLmLgRntXd+9K0iNi+4hys5VGuvAcmBme88rjxT8SkOlbnHfIcNiQJzxXaod35BuABYDi1PVi0qWAzMzjhUR2UmqGPMPwLQMwycRnT9r7qTWjSwG5qcjfJX8ABibOn9KHSn4lc7gx8QiWUkfooe67PBu45AMYx8l2iJXlWgoIpI8BBxqZntWGKc1u4C7ryUS3r6WYexrRNe789p7Xnmj4Fc6g7VA31QDuJyeRGthSVLXtlnAktRjvtxYJ6pkZNllFxEpyt23EV0uJ1YYqjW7uC8Dk83s8AxjlwPT9cSuvhT8SsOlTNbriPaW5fQAlPVawN0fBVYR7TwrWUe0/BQRqcW3gYtTQ4ZSmtCavRN33wLMB65J1TDKeRrY09WRrK4U/EpnsRA40sxOLDNmC6BqBcXNA6aY2YgK494HvN4B8xGRbszdHyRupv+xzK7kK0D/jptVl7KCOIY2o8K43YE8NQHpEAp+pVNISWzTge+a2c/M7NNFdhReAPbp+Nl1fqmaw3xgeYWdhN1R8Csi9XEhMBlYb2ZfMLMBBV/Xml1CeuI5C7jMzAaWGao1ux0o+JVOI9X+3Qf4FlGSq9nMrjOzk1MgfD8wNRUKl53dBGyjfAH1PYjdGBGRmqTKDx8l1pxhwAYzu8PMzjaz/sB/AAdmKWWZR+7+30S1oyVlhu0BvNwxM8oPBb/Sqbj7W+6+0t3HAx8DniJaav4BuBrYGxjZwCl2Wq12EhaY2bmp/XGhQUBzh05MRLotD4+4+9nA/kQlg0nAM0Qt8l5kq+aTVwuAUWZ2RaqLXGgQWrPrznSGWrqC9Dhtf+Al4Fkd/i8tNQO5Bmh29zNa/X0TsBE4zd3XNWp+ItL9pSd0hxCt6J9PFSKkCDP7ALAIGAUc2rqWvZndAvzC3Zc1an7dkYJfkW7IzHYlztuNSI8mMbPTgPnuPqqhkxMRkZ2Y2SrgJne/Jf15L+B/gEHu/mpDJ9fN9Gz0BESk/tx9m5mtBG42s1uBzUQpuYWNnZmIiJSwgji29iHgV0Rr49sV+Nafdn5Fuikz6wOcDowhEglvBr6fzgaLiEgnkvI0TgGOBYYD/wYsd/etDZ1YN6TgV0RERERyQ9UeRERERCQ3FPyKiIiISG4o+BURERGR3FDwKyIiIiK5oeBXRERERHJDwa+IiIiI5IaCXxERERHJDQW/IiIiIpIbCn5FREREJDcU/IqIiIhIbij4FREREZHcUPArIiIiIrmh4FdEREREckPBr4iIiIjkhoJfEREREckNBb8iIiIikhsKfkVEREQkNxT8ioiIiEhuKPgVERERkdxQ8CsiIiIiuaHgV0RERERyQ8GviIiIiOSGgl8RERERyQ0FvyIiIiKSGwp+RURERCQ3FPyKiIiISG4o+BURERGR3FDwKyIiIiK5oeBXRERERHJDwa+IiIiI5IaCXxERERHJDQW/IiIiIpIbCn5FREREJDcU/IqIiIhIbij4FREREZHcUPArIiIiIrmh4FdEREREckPBr4iIiIjkhoJfEREREcmN/weD9UPUI8k9GQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import geoplot as gplt\n",
    "\n",
    "f, axarr = plt.subplots(1, 2, figsize=(12, 4))\n",
    "gplt.polyplot(contiguous_usa, ax=axarr[0])\n",
    "gplt.polyplot(contiguous_usa, ax=axarr[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`matplotlib` supports subplotting projected maps using the `projection` argument to `subplot_kw`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x11ded2b70>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proj = gcrs.AlbersEqualArea(central_longitude=-98, central_latitude=39.5)\n",
    "f, axarr = plt.subplots(1, 2, figsize=(12, 4), subplot_kw={\n",
    "    'projection': proj\n",
    "})\n",
    "gplt.polyplot(contiguous_usa, projection=proj, ax=axarr[0])\n",
    "gplt.polyplot(contiguous_usa, projection=proj, ax=axarr[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The [Gallery](../gallery/index.rst) includes several demos, like the [Pointplot Scale Functions](../gallery/plot_usa_city_elevations.rst) demo, that use this feature to good effect.\n",
    "\n",
    "Notice that in this code sample we specified some additional parameters for our projection. The `central_longitude=-98` and `central_latitude=39.5` parameters set the \"center point\" around which the points and shapes on the map are reprojected (in this case we use the [geographic center of the contiguous United States](https://en.wikipedia.org/wiki/Geographic_center_of_the_contiguous_United_States)).\n",
    "\n",
    "When you pass a projection to a `geoplot` function, `geoplot` will infer these values for you. But when passing the projection directly to `matplotlib` you must set them yourself."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
